Exemplo 4 – Cargas separadas por tipo de veículo
Neste exemplo, temos uma requisição para resolver um problema logístico de uma empresa que utiliza veículos especializados para diferentes tipos de carga: congelados, resfriados e secos.
Há 3 veículos disponíveis — um para refrigerados (capaz de transportar cargas congeladas e resfriadas), um para cargas secas e um híbrido (capaz de transportar todos os tipos).
Ao todo, existem 15 operações de entrega, com produtos atribuídos a grupos específicos, garantindo que cada veículo transporte apenas cargas compatíveis.
Descrição do problema
As entregas envolvem produtos como peixe (congelado), leite (resfriado) e soja (seco). Os veículos são configurados com compartimentos que restringem os grupos permitidos, simulando cenários reais da logística de alimentos perecíveis, em que temperatura e tipo de carga são fatores críticos.
Não há janelas de horário restritas para as entregas; no entanto, o planejamento busca otimizar as distâncias percorridas e a utilização da capacidade dos veículos.
 15 OPERAÇÕES DE ENTREGA |  1 DEPÓSITO |  3 VEÍCULOS ESPECIALIZADOS (REFRIGERADO, SECO, HÍBRIDO) |  15 TIPOS DE PRODUTOS (CONGELADO, RESFRIADO, SECO) |
Os pontos de entrega estão distribuídos em diferentes localidades, e a otimização atribui cargas compatíveis a cada veículo: o refrigerado transporta leite e, quando necessário, também peixe; o veículo para cargas secas transporta soja; e o veículo híbrido atende às demais entregas.
Essa abordagem evita contaminação cruzada ou violações de temperatura, situações comuns em cadeias de suprimento de alimentos.
Requisição completa
A requisição completa pode ser conferida abaixo:
{
"optimizationProfile": "BRAZIL46",
"tripsProfile": "MAPLINKBR",
"startDate": 1624608000000,
"legislationProfiles": [
{
"name": "DEFAULT"
}
],
"logisticConstraints": [
{
"name": "DEFAULT"
}
],
"products": [
{
"name": "PEIXE",
"packagings": [
"CONGELADOS"
]
},
{
"name": "LEITE",
"packagings": [
"RESFRIADOS"
]
},
{
"name": "SOJA",
"packagings": [
"SECOS"
]
}
],
"sites": [
{
"name": "STOPPOINT_1",
"coordinates": {
"latitude": -23.524322,
"longitude": -46.706273
},
"logisticConstraints": "DEFAULT"
},
{
"name": "STOPPOINT_2",
"coordinates": {
"latitude": -23.623525,
"longitude": -46.703297
},
"logisticConstraints": "DEFAULT"
},
{
"name": "STOPPOINT_3",
"coordinates": {
"latitude": -23.588551,
"longitude": -46.646401
},
"logisticConstraints": "DEFAULT"
},
{
"name": "STOPPOINT_4",
"coordinates": {
"latitude": -23.504494,
"longitude": -46.857385
},
"logisticConstraints": "DEFAULT"
},
{
"name": "STOPPOINT_5",
"coordinates": {
"latitude": -29.823819,
"longitude": -51.14773
},
"logisticConstraints": "DEFAULT"
},
{
"name": "STOPPOINT_6",
"coordinates": {
"latitude": -25.556829,
"longitude": -49.348827
},
"logisticConstraints": "DEFAULT"
},
{
"name": "STOPPOINT_7",
"coordinates": {
"latitude": -29.827506,
"longitude": -51.172703
},
"logisticConstraints": "DEFAULT"
},
{
"name": "STOPPOINT_8",
"coordinates": {
"latitude": -29.827506,
"longitude": -51.172703
},
"logisticConstraints": "DEFAULT"
},
{
"name": "STOPPOINT_9",
"coordinates": {
"latitude": -25.242227,
"longitude": -53.981779
},
"logisticConstraints": "DEFAULT"
},
{
"name": "STOPPOINT_10",
"coordinates": {
"latitude": -29.638353,
"longitude": -51.004301
},
"logisticConstraints": "DEFAULT"
}
],
"depots": [
{
"name": "DEPOT",
"coordinates": {
"latitude": -23.504494,
"longitude": -46.857385
},
"logisticConstraints": "DEFAULT"
}
],
"vehicleTypes": [
{
"name": "REFRIGERADO",
"maxVolume": 100,
"maxWeight": 100,
"size": 10,
"compartmentsAccessMode": "REAR_ACCESS",
"compartmentConfigurations": [
{
"name": "COMPARTIMENTO_REFRIGERADO",
"compartments": [
{
"name": "REFRIGERADO",
"type": "FIXED",
"maximumCapacity": 1000,
"loadingRule": "NONE",
"allowedPackagings": [
"CONGELADOS",
"RESFRIADOS"
]
}
]
}
]
},
{
"name": "SECO",
"maxVolume": 100,
"maxWeight": 100,
"size": 10,
"compartmentsAccessMode": "REAR_ACCESS",
"compartmentConfigurations": [
{
"name": "COMPARTIMENTO_SECO",
"compartments": [
{
"name": "SECO",
"type": "FIXED",
"maximumCapacity": 1000,
"loadingRule": "NONE",
"allowedPackagings": [
"SECOS"
]
}
]
}
]
},
{
"name": "HIBRIDO",
"maxVolume": 100,
"maxWeight": 100,
"size": 10,
"compartmentsAccessMode": "REAR_ACCESS",
"compartmentConfigurations": [
{
"name": "COMPARTIMENTO_HIBRIDO",
"compartments": [
{
"name": "HIBRIDO",
"type": "FIXED",
"maximumCapacity": 1000,
"loadingRule": "NONE",
"allowedPackagings": [
"CONGELADOS",
"RESFRIADOS",
"SECOS"
]
}
]
}
]
}
],
"vehicles": [
{
"name": "VEHICLE_1",
"vehicleType": "REFRIGERADO",
"legislationProfile": "DEFAULT",
"availablePeriods": [
{
"departureSite": "DEPOT",
"arrivalSite": "DEPOT",
"timeWindow": {
"start": 1624608000000,
"end": 1624730400000
},
"maxRoutesNumber": 1
}
]
},
{
"name": "VEHICLE_2",
"vehicleType": "SECO",
"legislationProfile": "DEFAULT",
"availablePeriods": [
{
"departureSite": "DEPOT",
"arrivalSite": "DEPOT",
"timeWindow": {
"start": 1624608000000,
"end": 1624730400000
},
"maxRoutesNumber": 1
}
]
},
{
"name": "VEHICLE_3",
"vehicleType": "HIBRIDO",
"legislationProfile": "DEFAULT",
"availablePeriods": [
{
"departureSite": "DEPOT",
"arrivalSite": "DEPOT",
"timeWindow": {
"start": 1624608000000,
"end": 1624730400000
},
"maxRoutesNumber": 1
}
]
}
],
"operations": [
{
"id": "STOPPOINT_1",
"priority": 0,
"volume": 10,
"weight": 5,
"product": "PEIXE",
"type": "DELIVERY",
"depotSite": "DEPOT",
"customerSite": "STOPPOINT_1",
"customerTimeWindows": [
{
"start": 1624608000000,
"end": 1624730400000
}
]
},
{
"id": "STOPPOINT_2",
"priority": 0,
"volume": 10,
"weight": 5,
"product": "PEIXE",
"type": "DELIVERY",
"depotSite": "DEPOT",
"customerSite": "STOPPOINT_2",
"customerTimeWindows": [
{
"start": 1624608000000,
"end": 1624730400000
}
]
},
{
"id": "STOPPOINT_3",
"priority": 0,
"volume": 10,
"weight": 5,
"product": "PEIXE",
"type": "DELIVERY",
"depotSite": "DEPOT",
"customerSite": "STOPPOINT_3",
"customerTimeWindows": [
{
"start": 1624608000000,
"end": 1624730400000
}
]
},
{
"id": "STOPPOINT_4",
"priority": 0,
"volume": 0,
"weight": 0,
"product": "PEIXE",
"type": "DELIVERY",
"depotSite": "DEPOT",
"customerSite": "STOPPOINT_4",
"customerTimeWindows": [
{
"start": 1624608000000,
"end": 1624730400000
}
]
},
{
"id": "STOPPOINT_5",
"priority": 0,
"volume": 0,
"weight": 0,
"product": "PEIXE",
"type": "DELIVERY",
"depotSite": "DEPOT",
"customerSite": "STOPPOINT_5",
"customerTimeWindows": [
{
"start": 1624608000000,
"end": 1624730400000
}
]
},
{
"id": "STOPPOINT_6",
"priority": 0,
"volume": 0,
"weight": 0,
"product": "LEITE",
"type": "DELIVERY",
"depotSite": "DEPOT",
"customerSite": "STOPPOINT_6",
"customerTimeWindows": [
{
"start": 1624608000000,
"end": 1624730400000
}
]
},
{
"id": "STOPPOINT_7",
"priority": 0,
"volume": 0,
"weight": 0,
"product": "LEITE",
"type": "DELIVERY",
"depotSite": "DEPOT",
"customerSite": "STOPPOINT_7",
"customerTimeWindows": [
{
"start": 1624608000000,
"end": 1624730400000
}
]
},
{
"id": "STOPPOINT_8",
"priority": 0,
"volume": 0,
"weight": 0,
"product": "LEITE",
"type": "DELIVERY",
"depotSite": "DEPOT",
"customerSite": "STOPPOINT_8",
"customerTimeWindows": [
{
"start": 1624608000000,
"end": 1624730400000
}
]
},
{
"id": "STOPPOINT_9",
"priority": 0,
"volume": 0,
"weight": 0,
"product": "LEITE",
"type": "DELIVERY",
"depotSite": "DEPOT",
"customerSite": "STOPPOINT_9",
"customerTimeWindows": [
{
"start": 1624608000000,
"end": 1624730400000
}
]
},
{
"id": "STOPPOINT_10",
"priority": 0,
"volume": 0,
"weight": 0,
"product": "LEITE",
"type": "DELIVERY",
"depotSite": "DEPOT",
"customerSite": "STOPPOINT_10",
"customerTimeWindows": [
{
"start": 1624608000000,
"end": 1624730400000
}
]
},
{
"id": "STOPPOINT_11",
"priority": 0,
"volume": 100,
"weight": 100,
"product": "SOJA",
"type": "DELIVERY",
"depotSite": "DEPOT",
"customerSite": "STOPPOINT_1",
"customerTimeWindows": [
{
"start": 1624608000000,
"end": 1624730400000
}
]
},
{
"id": "STOPPOINT_12",
"priority": 0,
"volume": 0,
"weight": 0,
"product": "SOJA",
"type": "DELIVERY",
"depotSite": "DEPOT",
"customerSite": "STOPPOINT_2",
"customerTimeWindows": [
{
"start": 1624608000000,
"end": 1624730400000
}
]
},
{
"id": "STOPPOINT_13",
"priority": 0,
"volume": 0,
"weight": 0,
"product": "SOJA",
"type": "DELIVERY",
"depotSite": "DEPOT",
"customerSite": "STOPPOINT_3",
"customerTimeWindows": [
{
"start": 1624608000000,
"end": 1624730400000
}
]
},
{
"id": "STOPPOINT_14",
"priority": 0,
"volume": 0,
"weight": 0,
"product": "SOJA",
"type": "DELIVERY",
"depotSite": "DEPOT",
"customerSite": "STOPPOINT_4",
"customerTimeWindows": [
{
"start": 1624608000000,
"end": 1624730400000
}
]
},
{
"id": "STOPPOINT_15",
"priority": 0,
"volume": 0,
"weight": 0,
"product": "SOJA",
"type": "DELIVERY",
"depotSite": "DEPOT",
"customerSite": "STOPPOINT_5",
"customerTimeWindows": [
{
"start": 1624608000000,
"end": 1624730400000
}
]
}
]
}
Solução do problema logístico
A resposta da API será retornada no formato JSON, contendo o melhor sequenciamento das operações para cada veículo, respeitando as restrições de packagings e de compartimentos.
Nas rotas obtidas, o VEHICLE_1 (refrigerado) transporta apenas leite (STOPPOINT_6 e STOPPOINT_9). O VEHICLE_2 (seco) transporta soja (STOPPOINT_11). Já o VEHICLE_3 (híbrido) lida com combinações de cargas, como peixe, leite e soja, nas demais entregas.
Resposta completa
A resposta completa pode ser conferida abaixo:
{
"id": "69dd5d8d8620796cf45f002b",
"clientId": "maplink",
"vehicleRoutes": [
{
"routes": [
{
"id": "NewRoute_1_1",
"activities": [
{
"activity": "ROUTE_START",
"timeWindow": {
"start": 1624608000000,
"end": 1624608000000
},
"type": "SITE",
"site": "DEPOT",
"operations": []
},
{
"activity": "LOADING",
"timeWindow": {
"start": 1624608000000,
"end": 1624608000000
},
"type": "SITE",
"site": "DEPOT",
"fixedTimeSite": 0,
"volume": 30.0,
"weight": 15.0,
"operations": [
"STOPPOINT_14",
"STOPPOINT_1",
"STOPPOINT_12",
"STOPPOINT_2",
"STOPPOINT_3",
"STOPPOINT_13",
"STOPPOINT_5",
"STOPPOINT_15",
"STOPPOINT_10",
"STOPPOINT_7",
"STOPPOINT_8"
],
"operationCompartments": [
{
"groupId": "STOPPOINT_14",
"compartmentSolutions": [
{
"compartment": "HIBRIDO",
"capacityWeightUsed": 0.001,
"capacityVolumeUsed": 0.001
}
]
},
{
"groupId": "STOPPOINT_1",
"compartmentSolutions": [
{
"compartment": "HIBRIDO",
"capacityWeightUsed": 5.0,
"capacityVolumeUsed": 10.0
}
]
},
{
"groupId": "STOPPOINT_12",
"compartmentSolutions": [
{
"compartment": "HIBRIDO",
"capacityWeightUsed": 0.001,
"capacityVolumeUsed": 0.001
}
]
},
{
"groupId": "STOPPOINT_2",
"compartmentSolutions": [
{
"compartment": "HIBRIDO",
"capacityWeightUsed": 5.0,
"capacityVolumeUsed": 10.0
}
]
},
{
"groupId": "STOPPOINT_3",
"compartmentSolutions": [
{
"compartment": "HIBRIDO",
"capacityWeightUsed": 5.0,
"capacityVolumeUsed": 10.0
}
]
},
{
"groupId": "STOPPOINT_13",
"compartmentSolutions": [
{
"compartment": "HIBRIDO",
"capacityWeightUsed": 0.001,
"capacityVolumeUsed": 0.001
}
]
},
{
"groupId": "STOPPOINT_5",
"compartmentSolutions": [
{
"compartment": "HIBRIDO",
"capacityWeightUsed": 0.001,
"capacityVolumeUsed": 0.001
}
]
},
{
"groupId": "STOPPOINT_15",
"compartmentSolutions": [
{
"compartment": "HIBRIDO",
"capacityWeightUsed": 0.001,
"capacityVolumeUsed": 0.001
}
]
},
{
"groupId": "STOPPOINT_10",
"compartmentSolutions": [
{
"compartment": "HIBRIDO",
"capacityWeightUsed": 0.001,
"capacityVolumeUsed": 0.001
}
]
},
{
"groupId": "STOPPOINT_7",
"compartmentSolutions": [
{
"compartment": "HIBRIDO",
"capacityWeightUsed": 0.001,
"capacityVolumeUsed": 0.001
}
]
},
{
"groupId": "STOPPOINT_8",
"compartmentSolutions": [
{
"compartment": "HIBRIDO",
"capacityWeightUsed": 0.001,
"capacityVolumeUsed": 0.001
}
]
}
]
},
{
"activity": "DRIVING",
"timeWindow": {
"start": 1624608000000,
"end": 1624657932000
},
"type": "DRIVING",
"operations": [],
"arrivalSite": "STOPPOINT_5",
"departureSite": "DEPOT",
"distance": 1120701,
"nominalDuration": 49932
},
{
"activity": "DELIVERY",
"timeWindow": {
"start": 1624657932000,
"end": 1624657932000
},
"type": "SITE",
"site": "STOPPOINT_5",
"fixedTimeSite": 0,
"volume": 0.0,
"weight": 0.0,
"operations": [
"STOPPOINT_15",
"STOPPOINT_5"
]
},
{
"activity": "DRIVING",
"timeWindow": {
"start": 1624657932000,
"end": 1624658489000
},
"type": "DRIVING",
"operations": [],
"arrivalSite": "STOPPOINT_8",
"departureSite": "STOPPOINT_5",
"distance": 5660,
"nominalDuration": 557
},
{
"activity": "DELIVERY",
"timeWindow": {
"start": 1624658489000,
"end": 1624658489000
},
"type": "SITE",
"site": "STOPPOINT_8",
"fixedTimeSite": 0,
"volume": 0.0,
"weight": 0.0,
"operations": [
"STOPPOINT_8"
]
},
{
"activity": "DELIVERY",
"timeWindow": {
"start": 1624658489000,
"end": 1624658489000
},
"type": "SITE",
"site": "STOPPOINT_7",
"fixedTimeSite": 0,
"volume": 0.0,
"weight": 0.0,
"operations": [
"STOPPOINT_7"
]
},
{
"activity": "DRIVING",
"timeWindow": {
"start": 1624658489000,
"end": 1624660506000
},
"type": "DRIVING",
"operations": [],
"arrivalSite": "STOPPOINT_10",
"departureSite": "STOPPOINT_7",
"distance": 34459,
"nominalDuration": 2017
},
{
"activity": "DELIVERY",
"timeWindow": {
"start": 1624660506000,
"end": 1624660506000
},
"type": "SITE",
"site": "STOPPOINT_10",
"fixedTimeSite": 0,
"volume": 0.0,
"weight": 0.0,
"operations": [
"STOPPOINT_10"
]
},
{
"activity": "DRIVING",
"timeWindow": {
"start": 1624660506000,
"end": 1624711033000
},
"type": "DRIVING",
"operations": [],
"arrivalSite": "STOPPOINT_2",
"departureSite": "STOPPOINT_10",
"distance": 1116318,
"nominalDuration": 50527
},
{
"activity": "DELIVERY",
"timeWindow": {
"start": 1624711033000,
"end": 1624711033000
},
"type": "SITE",
"site": "STOPPOINT_2",
"fixedTimeSite": 0,
"volume": 10.0,
"weight": 5.0,
"operations": [
"STOPPOINT_12",
"STOPPOINT_2"
]
},
{
"activity": "DRIVING",
"timeWindow": {
"start": 1624711033000,
"end": 1624711941000
},
"type": "DRIVING",
"operations": [],
"arrivalSite": "STOPPOINT_3",
"departureSite": "STOPPOINT_2",
"distance": 9321,
"nominalDuration": 908
},
{
"activity": "DELIVERY",
"timeWindow": {
"start": 1624711941000,
"end": 1624711941000
},
"type": "SITE",
"site": "STOPPOINT_3",
"fixedTimeSite": 0,
"volume": 10.0,
"weight": 5.0,
"operations": [
"STOPPOINT_3",
"STOPPOINT_13"
]
},
{
"activity": "DRIVING",
"timeWindow": {
"start": 1624711941000,
"end": 1624713373000
},
"type": "DRIVING",
"operations": [],
"arrivalSite": "STOPPOINT_1",
"departureSite": "STOPPOINT_3",
"distance": 13302,
"nominalDuration": 1432
},
{
"activity": "DELIVERY",
"timeWindow": {
"start": 1624713373000,
"end": 1624713373000
},
"type": "SITE",
"site": "STOPPOINT_1",
"fixedTimeSite": 0,
"volume": 10.0,
"weight": 5.0,
"operations": [
"STOPPOINT_1"
]
},
{
"activity": "DRIVING",
"timeWindow": {
"start": 1624713373000,
"end": 1624714661000
},
"type": "DRIVING",
"operations": [],
"arrivalSite": "STOPPOINT_4",
"departureSite": "STOPPOINT_1",
"distance": 19063,
"nominalDuration": 1288
},
{
"activity": "DELIVERY",
"timeWindow": {
"start": 1624714661000,
"end": 1624714661000
},
"type": "SITE",
"site": "STOPPOINT_4",
"fixedTimeSite": 0,
"volume": 0.0,
"weight": 0.0,
"operations": [
"STOPPOINT_14"
]
},
{
"activity": "ROUTE_END",
"timeWindow": {
"start": 1624714661000,
"end": 1624714661000
},
"type": "SITE",
"site": "DEPOT",
"operations": []
}
],
"compartmentConfiguration": "COMPARTIMENTO_HIBRIDO"
}
],
"vehicle": "VEHICLE_3",
"period": {
"timeWindow": {
"start": 1624608000000,
"end": 1624730400000
},
"departureSite": "DEPOT",
"arrivalSite": "DEPOT",
"maxRoutesNumber": 1
}
},
{
"routes": [
{
"id": "NewRoute_2_1",
"activities": [
{
"activity": "ROUTE_START",
"timeWindow": {
"start": 1624608000000,
"end": 1624608000000
},
"type": "SITE",
"site": "DEPOT",
"operations": []
},
{
"activity": "LOADING",
"timeWindow": {
"start": 1624608000000,
"end": 1624608000000
},
"type": "SITE",
"site": "DEPOT",
"fixedTimeSite": 0,
"volume": 0.0,
"weight": 0.0,
"operations": [
"STOPPOINT_4",
"STOPPOINT_9",
"STOPPOINT_6"
],
"operationCompartments": [
{
"groupId": "STOPPOINT_4",
"compartmentSolutions": [
{
"compartment": "REFRIGERADO",
"capacityWeightUsed": 0.001,
"capacityVolumeUsed": 0.001
}
]
},
{
"groupId": "STOPPOINT_9",
"compartmentSolutions": [
{
"compartment": "REFRIGERADO",
"capacityWeightUsed": 0.001,
"capacityVolumeUsed": 0.001
}
]
},
{
"groupId": "STOPPOINT_6",
"compartmentSolutions": [
{
"compartment": "REFRIGERADO",
"capacityWeightUsed": 0.001,
"capacityVolumeUsed": 0.001
}
]
}
]
},
{
"activity": "DRIVING",
"timeWindow": {
"start": 1624608000000,
"end": 1624651585000
},
"type": "DRIVING",
"operations": [],
"arrivalSite": "STOPPOINT_9",
"departureSite": "DEPOT",
"distance": 953923,
"nominalDuration": 43585
},
{
"activity": "DELIVERY",
"timeWindow": {
"start": 1624651585000,
"end": 1624651585000
},
"type": "SITE",
"site": "STOPPOINT_9",
"fixedTimeSite": 0,
"volume": 0.0,
"weight": 0.0,
"operations": [
"STOPPOINT_9"
]
},
{
"activity": "DRIVING",
"timeWindow": {
"start": 1624651585000,
"end": 1624680059000
},
"type": "DRIVING",
"operations": [],
"arrivalSite": "STOPPOINT_6",
"departureSite": "STOPPOINT_9",
"distance": 561860,
"nominalDuration": 28474
},
{
"activity": "DELIVERY",
"timeWindow": {
"start": 1624680059000,
"end": 1624680059000
},
"type": "SITE",
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